• A Study of the ISOMAP Algorithm and Its Applications in Machine Learning 

      David, Lucas Oliveira (Universidade Federal de São Carlos, UFSCar, , Câmpus São Carlos, 11/12/2015)
      This project aims to study the foundations of nonlinear dimensionality reduction through manifold learning with the algorithm known as Isometric Feature Mapping (ISOMAP) and observe the application of the algorithm in ...
    • Seleção de SNPs utilizando random forests 

      Frajacomo, Henrique Cordeiro (Universidade Federal de São Carlos, UFSCar, , Câmpus São Carlos, 02/07/2020)
      Single Nucleotide Polymorphisms (SNPs) are single-base variations in the nucleotide sequence of different individuals or between homologous sequences within a living being. A large part of genetic variations occur as SNPs. ...
    • Análise comparativa entre técnicas de aprendizado de máquina aplicadas para a predição de preços de produtos hortifrutícolas 

      Godinho, Rodrigo Lemos (Universidade Federal de São Carlos, UFSCar, , Câmpus São Carlos, 29/08/2023)
      Family farming is characterized as any form of land cultivation managed by a family, employing its own members as the main labor force. Most agricultural establishments in Brazil fit this definition, however, the area ...